Company Overview
About Hive
Hive is an AI company that provides pre-trained deep learning models via API for content understanding, moderation, and generation tasks. Founded in 2013 by Kevin Guo and Dmitriy Karpman in San Francisco, Hive has built a library of production-ready AI models that classify visual, textual, and audio content — covering use cases including brand safety, NSFW content detection, logo recognition, celebrity identification, speech-to-text, and AI-generated content detection. Rather than requiring customers to build and train their own models, Hive provides plug-and-play API access to specialized models, enabling platforms to deploy content understanding at scale without machine learning infrastructure.
Business Model & Competitive Advantage
Hive has raised over $120M in capital, including a $50M Series D in April 2021 at a $2 billion valuation, from investors including General Catalyst, 8VC, Glynn Capital, Bain & Company, and Visa Ventures. The company operates a hybrid human-AI model combining its proprietary deep learning models with a distributed workforce of over 2.5 million global contributors who perform data labeling, validation, and quality assurance. This human-in-the-loop infrastructure enables Hive to handle edge cases that automated models miss and continuously improve model accuracy through human feedback.
Competitive Landscape 2025–2026
Hive's primary customers are technology platforms — social networks, marketplaces, ad tech companies, and media platforms — that need to moderate content at billions of impressions per day. Its trust and safety models have become particularly critical as AI-generated images, audio deepfakes, and synthetic media have proliferated, with Hive offering one of the industry's leading AI-generated content detection APIs. The company competes with AWS Rekognition, Google Cloud Vision, and Microsoft Azure Content Safety, differentiating through its specialized model depth and its hybrid labeling workforce.
Key Differentiators
Strong Challenger
Hive is an established challenger with significant market presence and competitive offerings in Artificial Intelligence.
Frequently Asked Questions
Estimated Visibility Trend (Beta)
Simulated 8-week rolling score
Based on estimated brand signals. Historical tracking coming soon.
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